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Clemson University

Theses/Dissertations

2020

Deep learning

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Segmentation And Recognition Of Eating Gestures From Wrist Motion Using Deep Learning, Yadnyesh Yoginish Luktuke May 2020

Segmentation And Recognition Of Eating Gestures From Wrist Motion Using Deep Learning, Yadnyesh Yoginish Luktuke

All Theses

This research considers training a deep learning neural network for segmenting and classifying eating related gestures from recordings of subjects eating unscripted meals in a cafeteria environment. It is inspired by the recent trend of success in deep learning for solving a wide variety of machine related tasks such as image annotation, classification and segmentation. Image segmentation is a particularly important inspiration, and this work proposes a novel deep learning classifier for segmenting time-series data based on the work done in [25] and [30]. While deep learning has established itself as the state-of-the-art approach in image segmentation, particularly in works …